Sociology Abstracts

Setup

Load data from proquest on 2020-2024-02-01 sociology department dissertations in English. Clean and tokenise as 2-skip-1 ngrams

abs1.df <- readxl::read_excel("data/ProQuestDocuments-2024-02-01.xls")
abs2.df <- readxl::read_excel("data/ProQuestDocuments-2024-02-01.2.xls")
diss_meta.df <- bind_rows(abs1.df, abs2.df)
rm("abs1.df","abs2.df")

# NOTE:
# Columns in source overal with each other -- only selected columns used
#  - all duplicates: classification, subjectClassifications, classiifcationCOdes, majorClassificationsCodes
# - subjectTerms appears to be an automated coarse recoding of the classification
# - appears author assigned, duplicate columns: identifierKeywords, subjects
#   apparently post-processed to add "GenderWatch" and "y" tags 

diss_cleaned.df <- diss_meta.df %>% 
  select(isbn, Authors, classification, subjectTerms, pubdate,
         Abstract, Title, identifierKeywords) %>%
  mutate(classification = replace_na(classification,""),
         subjectTerms = replace_na(subjectTerms,""),
         identifierKeywords = replace_na(identifierKeywords,""),
         pubyear_clean = year(as_date(pubdate,format="%Y"))
         ) %>%
  rowwise() %>%
  mutate(classification_clean = 
          str_split_1(classification ,pattern = ",") %>% 
           str_squish() %>%
          str_replace("^[0-9]+ ","") %>%
          str_to_lower() %>% unique() %>% list() ,
         subject_terms_clean = str_split_1(subjectTerms,pattern = ",") %>%
           str_squish() %>% str_to_lower() %>% unique() %>%
           list(), 
          au_identifier_terms_clean =
           str_split_1(identifierKeywords,pattern = ",") %>%
           str_squish() %>% str_to_lower() %>% unique() %>%
           list()
  ) %>% 
    ungroup() %>%
    select(isbn, Authors, classification_clean, subject_terms_clean, pubyear_clean,
           Abstract,Title,identifierKeywords, au_identifier_terms_clean)

diss_cleaned.df %>%
  count(pubyear_clean) %>%
  rename(year=pubyear_clean)-> dy.df
dy.ls <- dy.df %>% pull(n)
names(dy.ls) <- dy.df %>% pull(year)

rm(diss_meta.df)

mystop<-c("i.e","ie","e.g","eg","u.", as.character(1:100),
      "a", "about", "above", "after", "again",  
"am", "an", "and", "any", "are", "aren't", "as", "at", "be", 
"because", "been", "before", "being", "below", "between", "both", 
"but", "by", 
"do", "does", "doing", "don't", "during", 
"each",  "for", "from", "had", "hadn't", "has", 
"hasn't", "have", "haven't", "having", "he", "he'd", "he'll", 
"he's", "her", "here", "here's", "hers", "herself", "him", "himself", 
"his", "how", "how's", "i", "i'd", "i'll", "i'm", "i've", "if", 
"in", "into", "is", "isn't", "it", "it's", "its", "itself", "let's", "no", "nor", 
"not", "of", "off", "on", "or", "ought", 
"our", "ours", "ourselves", "out", "over", "own", "same", "shan't", 
"so",  "such", "than", "that", "that's", "the", "this", "those", "through", 
"to", "too", "under", "until", "up", "very", "was", "wasn't",  "where", "where's", "which")

other_stop <- get_stopwords()[["word"]]

combined_tidy.df <-  diss_cleaned.df %>%
  select(isbn,Abstract,Title,identifierKeywords) %>%
  unite(col="Clean_combined", sep=" ", remove=TRUE, na.rm=TRUE,
        Abstract,Title,identifierKeywords) %>%
  mutate(Clean_combined=str_replace_all(Clean_combined, "U\\.S\\.","USA")) %>%
  mutate(Clean_combined=str_replace_all(Clean_combined, "[-\\)\\(\\&\"/]"," ")) %>%
  mutate(Clean_combined=str_replace_all(Clean_combined, "[^a-zA-Z \\.]", ""))  %>% 
  mutate(Clean_combined=str_squish(Clean_combined)) %>% 
  unnest_tokens(ngram, "Clean_combined", token = "skip_ngrams", n = 2,k=1,
                stopwords=mystop)  %>%
  #mutate(ngram = textstem::stem_strings(ngram, language="english")) %>%
  mutate(ngram = str_squish(ngram)) %>% 
  filter(!str_detect(ngram,"\\.")) %>%
  filter(ngram!="")

combined_tf_idf.df <- 
  combined_tidy.df %>% 
  count(ngram,isbn) %>%
    bind_tf_idf(ngram, isbn, n)

rm(mystop,other_stop)

stop_ngrams <- c( 
"associated with", 
"interviews with",  
"these findings", 
"with their", 
"my dissertation",
"first chapter",
"second chapter", 
"empirical chapter", 
"my research", 
"depth with", 
"my findings",
"dissertation three", 
"et al",
"third chapter", 
"three studies",
"their with", 
"with social",  
"with other", 
"interactions with",
"taken together", 
"empirical chapters",
"my study", 
"they also", 
"women who",
"who were", 
"findings study", 
"people who", 
"relationships with", 
"study examines", 
"these results", 
"their their", 
"these studies", 
"they were", 
"attitudes toward", 
"since s", 
"these suggest", 
"three papers", 
"women with", 
"along with", 
"these two",
"with more", 
"dissertation examine", 
"students their",  
"their identities", 
"chapter explores", 
"their health", 
"their parents", 
"were likely", 
"with these", 
"chapter two", 
"chapter uses",
"their counterparts",
"with lower",  
"structured with", 
"students with", 
"study explores", 
"these three", 
"together these", 
"health health", 
"students who",
"th century", 
"their identity",
"third study",
"also find",
"chapter three", 
"across three", 
"all three", 
"chapter examine",
"one another", 
"previous research", 
"second paper", 
"were with", 
"first paper", 
"final chapter", 
"with focus", 
"study also", 
"with mental", 
"with parents", 
"with women", 
"women their", 
"social social", 
"within context", 
"individuals with", 
"other hand", 
"other social",  
"following questions", 
"three questions", 
"individuals who", 
"third paper", 
"three distinct",
"while also", 
"with high", 
"address these", 
"children with", 
"conducted with",
"dissertation social", 
"existing literature", 
"health among", 
"results study", 
"their communities", 
"there little", 
"what call", 
"who their", 
"with family", 
"among women", 
"different social", 
"experiences their", 
"findings dissertation", 
"research also", 
"study examine", 
"their political", 
"these factors", 
"they navigate", 
"with black", 
"with data", 
"with levels", 
"with one", 
"women more",
"engagement with",
"finally chapter", 
"level factors", 
"little known", 
"men who", 
"more their", 
"with racial", 
"adults with",
"data with",
"dissertation two", 
"engage with",
"more specifically",
"study social", 
"with different", 
"with health", 
"chapter four", 
"cope with", 
"different types",
"existing research", 
"one most", 
"parents their",
"social dissertation", 
"their they", 
"these changes", 
"these processes", 
"were conducted", 
"who with", 
"with illness", 
"with people", 
"among older", 
"contributes understanding", 
"current study", 
"interact with", 
"late s",
"overall dissertation", 
"people their", 
"prior research", 
"their family", "their status", "them their", "they with", "vary across", 
"what they", "with who", "across different", 
"across united", "chapter analyzes", "data study", 
"however these", "level data", 
"research question", 
"study uses", "support their", 
"these experiences", "these were", "within their", "work with", 
 "based their",  "chapter investigates", 
 "different groups", "early s", 
  "first examine", 
"individuals their",
"methods approach", 
"months ethnographic", 
"months fieldwork", 
"their experience", "their relationships", 
"third empirical", 
"with political", "with students", "years ethnographic", "across all", 
"across groups", "among adults", "children their", 
"different ways", "dissertation with", "impact their", "research social", 
"shape their", "there research", "these data", "using methods", 
"were associated",  "association with", 
 "even when", "examine social", "few studies", "findings also", 
"first two", 
"relationships their", "sense their", 
"their these", "these can", "they can", 
"were less", 
"with greater", "with increased", "chapter dissertation", 
"conclude with", 
"dissertation research", "dissertation use", "questions what", 
"three different", "three dissertation", 
"two different", "with non",
"within social", "women were",  
 "implications research", "mid s", "positively with", 
 "st century", "study chapter", "study three", 
 "these analyses",  "were used", "what extent", "while research", 
"with implications", "with low", "with self", 
"work their",  "other words",  "research with", 
 "their role", "these also", 
"these dissertation", "two chapters", 
"were significantly", "when their",  "with men", 
"with new", "with respect",  
"due their",  "first dissertation",  
"however there", 
"most important", "my first", "my suggest", "social well", "study two", 
"themselves their", "these groups", "these strategies", "three key", 
 "what can",  
"can help",  "consists three", 
 "dissertation also", "experience their", 
"explore these",
"we find", "were also",  "with discussion", 
"also their",  "combined with", "compared their", 
"contact with", "data depth", "data three", "dissertation study", 
"finally study",  
"findings research",
 "methods used", "more more", "more with", 
"other forms", "overall findings", 
"overall study",  "research focused", 
"results these", "school with",  "study with",  
"these chapters",  "three years", 
 "using case", "work conflict",
 "chapter whether", 
 "correlated with", "data dissertation", 
"data were", "despite their",  "however research", 
"men their", "my results",  "other factors", 
 "present study", "research these", "research what", 
"states with", "structural cultural", "study adult", "their everyday", 
 "these provide", "these spaces", 
"three research", "use their", 
"also more", "also show",  "concludes with", 
"examines social",    
"level characteristics", "much more", "my also", 
"my show", "my work", 
"outcomes with", "taken these", 
"their first", "their interactions", "them with", 
 "these differences", "these issues", "these outcomes", 
"these research", "they did", "they face",
"genderwatch"
)

stop_post_tokens<- c("with", "their", "social", "these", "dissertation", "study", 
"research", "more", "they", "chapter",  
 "also", "three",  "who", 
"first",  "were",  "findings", 
"analysis", "use", "while", "within", "two", "my", "other", 
"using", "across", "among", "can", "level", 
 "based",  
 "find", "well", 
"what",  "time", "second", "when",  "studies",  "one",  
"may", "care", 
"however",
"non", 
"them", 
"all",  "there", "used", 
"third", "including",  "s", 
 "four",  "upon", 
 "n", 
"y",
"co", "xa", "five", "re", "al", "et", 
"et al")

stop_post.df <- tibble(ngram=c(stop_post_tokens, stop_ngrams))
rm(stop_post_tokens,stop_ngrams)

Distributions of topics (unclustered)

Dissertations by Controlled Classifications

diss_cleaned.df %>% 
  rename(term=classification_clean) %>%
  select(isbn, term, pubyear_clean) %>% 
  unnest(cols=c(term))  %>%
  filter(term !="sociology")-> diss_class_tidy.df

ndis <- sum(dy.ls)
lower_q <- .01
upper_q <- 1

{diss_class_tidy.df %>% 
  count(term, sort=TRUE) %>%
  mutate(p = n/sum(dy.ls)) %>%
  filter(p>= lower_q ,
         p <= upper_q ) %>%
  ggplot(aes(x=fct_reorder(term,p),y=p))+
  geom_col() +
  coord_flip() +
  labs(x="%age of dissertation assigned to controlled classifications")} %>% plotly::ggplotly()

{diss_class_tidy.df %>% 
  filter(pubyear_clean < 2024) %>%
  count(term, pubyear_clean, sort=TRUE) %>%
  filter(term !="sociology") %>%
  rowwise() %>%
  mutate(p=n/ndis,
         p_year=n/dy.ls[[as.character(pubyear_clean)]]) %>%
  filter(p_year >=  lower_q ,
         p_year <=  upper_q ) %>%
  ggplot(aes(x=fct_reorder(term,p),y=p_year))+
  geom_col() +
  coord_flip() +
  labs(x="%age dissertations in assigned  classification over time") +
  facet_wrap(vars(pubyear_clean))} %>% plotly::ggplotly() 

rm(diss_class_tidy.df, lower_q, upper_q)

Dissertations by Author-Assigned Topics

stop_topics.df <- tibble(term=c("y","genderwatch"))

diss_cleaned.df %>% 
  rename(term=au_identifier_terms_clean) %>%
  select(isbn, term, pubyear_clean) %>% 
  unnest(cols=c(term))  %>%
  anti_join(stop_topics.df,by="term")-> diss_au_id_tidy.df

lower_q <- .01 
upper_q <- 1

{diss_au_id_tidy.df %>% 
  count(term, sort=TRUE) %>%
  mutate(p = n/sum(dy.ls)) %>%
  filter(p>= lower_q ,
         p <= upper_q ) %>%
  ggplot(aes(x=fct_reorder(term,p),y=p))+
  geom_col() +
  coord_flip() +
  labs(x="%age of dissertation by author-assigned keywords")} %>% plotly::ggplotly()

rm(diss_au_id_tidy.df, stop_topics.df)

Dissertations by Terminology

unc_doc_freq.df <-
  combined_tidy.df %>% 
  count(ngram,isbn) %>%
  ungroup() %>%
  count(ngram)

suppressWarnings(
  (
    unc_doc_freq.df %>%
      ggplot(aes(x = n)) + geom_histogram(bins = 100) + scale_y_log10() +
      labs(title="Distribution of dissertations that include a term from abs,title, keywords")
  ) %>% plotly::ggplotly()
)

unc_doc_freq.df  %>% 
    anti_join(stop_post.df,by="ngram") %>%
      slice_max(order_by=n, n=200) %>%
      rename(freq=n,word=ngram) %>%
      ggwordcloud::ggwordcloud2(size=.8) +
      labs(title="terms appearing in most dissertations - excluding stopwords") 

Warning in wordcloud_boxes(data_points = points_valid_first, boxes = boxes, :
Some words could not fit on page. They have been removed.

lower_q <- .10 
upper_q <- 1

{unc_doc_freq.df %>% 
  anti_join(stop_post.df,by="ngram") %>%
  mutate(p = n/sum(dy.ls),
         ngram=fct_reorder(ngram,p)) %>%
  filter(p>= lower_q,
         p<= upper_q) %>%
  ggplot(aes(x=ngram,y=p))+
  geom_col() +
  coord_flip() +
  labs(x="terms appearing in most dissertations (excluding stopwords, min 1%)")} %>% plotly::ggplotly()

unc_doc_freq.df  %>% 
    slice_max(order_by=n, n=1000) %>%
    DT::datatable (
      data = .,
      extensions = 'Buttons',
      options = list(dom = 'Bfrltip',
                     buttons = c('csv')),
      caption ="ngrams appearing in most dissertations"
    )

rm(unc_doc_freq.df, lower_q, upper_q)

Distribution of Terminology Across Corpus

unc_ngram_freq.df <- 
  combined_tidy.df %>% 
  count(ngram,sort=TRUE) 

suppressWarnings(
  (
    unc_ngram_freq.df %>%
      ggplot(aes(x = n)) + geom_histogram(bins = 100) + scale_y_log10() +
      labs(title="Distribution of 1 & 2 word terms from abs,title, keywords")
  ) %>% plotly::ggplotly()
)

unc_ngram_freq.df  %>% 
      anti_join(stop_post.df,by="ngram") %>%
      slice_max(order_by = n,n=200) %>%
      rename(freq=n,word=ngram) %>%
      ggwordcloud::ggwordcloud2(size=.8) +
      labs(title="most popular uncontrolled terms - excluding stop words") 

unc_ngram_freq.df  %>% 
    slice_max(order_by = n,n=1000) %>%
    DT::datatable (
      data = .,
      extensions = 'Buttons',
      options = list(dom = 'Bfrltip',
                     buttons = c('csv')),
      caption ="Most frequent 1 and 2 word terms in uncontrolled description"
    )

rm(unc_ngram_freq.df)

Most Distinctive Terms in Each Dissertation

nterms <- 5
ndiss <- 100

topterms.df <-
  combined_tf_idf.df %>% 
  group_by(isbn) %>%
  slice_max(order_by=tf_idf, n=nterms) 

topdis.df <-
  topterms.df %>%
  group_by(isbn) %>%
  summarize(mean_tf_idf = mean(tf_idf)) %>%
  ungroup() %>%
  slice_max(order_by=mean_tf_idf, n= ndiss)
  
distinctive_diss.df <-
  left_join(topdis.df %>% select(isbn),
            topterms.df %>% select(isbn, ngram),
            by = "isbn") %>% 
  group_by(isbn) %>%
  summarize(distinct_terms = paste(ngram, sep =" ", collapse=", ")) %>% 
  ungroup() %>%
  left_join(diss_cleaned.df %>% select(Title,isbn), by="isbn")

distinctive_diss.df %>%
  relocate(Title, distinct_terms) %>%
  select(-isbn) %>%
  DT::datatable (
      data = .,
      extensions = 'Buttons',
      options = list(dom = 'Bfrltip',
                     buttons = c('csv')),
      caption ="Most distinctive terms in dissertations with distinctive terms"
    )

rm(nterms,ndiss, topterms.df, topdis.df, distinctive_diss.df)

Topic Coding

if (!file.exists("data/coded_abstracts.xlsx") || 
    !file.exists("data/ngram_seeds.xlsx") 
    ) {
requireNamespace("googledrive")
folderid <- googledrive::as_id("https://drive.google.com/drive/folders/1eFat4mCoRZX22gPLTj9w5Bn63U3q71yo")

filels <- googledrive::drive_ls(folderid)

googledrive::drive_download(
  file = filels %>% filter(name=="abstracts_hand_coding") %>% pull(`id`),
  path = "data/coded_abstracts",
  type= "xlsx",
  overwrite=TRUE)

googledrive::drive_download(
  file = filels %>% filter(name=="socabs_topic_seeds") %>% pull(`id`),
  path = "data/ngram_seeds",
  type= "xlsx",
  overwrite=TRUE)

 rm(folderid, filels)
}

coded_abs.df <- readxl::read_excel("data/coded_abstracts.xlsx")

#TODO: stem seeds
#TODO: flag seeds missing in corpus

seeds_from_codes.df <- coded_abs.df %>% 
  select(contains(':')) %>% 
  pivot_longer(cols=everything(), names_to="topic", values_to = "ngram") %>% 
  filter(!is.na(ngram) & ngram != 'x') %>%
  separate_longer_delim(ngram,';') %>%
  mutate(ngram=str_squish(ngram)) %>%
  filter(ngram!='')

seeds_from_ngrams.df <- 
  suppressMessages( readxl::read_excel("data/ngram_seeds.xlsx") ) %>%
  rename(topic=Topic,ngram=Ngram) %>% select(topic,ngram)

seeds_from_ngrams.df %<>% 
  separate_longer_delim(topic,";") %>% 
  filter(!is.na(`topic`) & str_detect(`topic`,":")) %>%
  mutate(topic = str_squish(`topic`))  %>%
  filter(topic!="")

seeds.df <- bind_rows(seeds_from_codes.df, seeds_from_ngrams.df) %>% 
  mutate(ngram = str_to_lower(ngram) %>% 
           str_replace_all(pattern="-"," ") %>%
           str_squish()
           ) %>%
  distinct()
  
seeds.df %>% 
  group_by(`topic`) %>% summarise(ngram_list=list(ngram)) %>% 
  pmap( function(topic,ngram_list) { x<-list(); x[[topic]] <- ngram_list; x} ) %>% 
  list_flatten() -> seeds.ls

rm(seeds_from_codes.df, seeds_from_ngrams.df)

Hand Coded Abstracts

hand_codes_tmp.df <-
  coded_abs.df %>% select(contains(':'),EpiStyle_type) %>% 
  filter( if_any(everything(), ~ !is.na(.x)) )


epi_tot.df <- hand_codes_tmp.df %>%
  select(EpiStyle_type) %>% 
  rename(category=EpiStyle_type) %>%
  count(category) %>%
  mutate(dimension="epi")

hand_codes_tmp.df %>% select(-EpiStyle_type) %>%
    mutate(across(everything(), ~ case_when(is.na(.x) ~ FALSE,  .default = TRUE))) %>%
    pivot_longer(cols=everything()) %>%
    count(name,value) %>%
    filter(value) %>%
    select(-value) %>%
    separate_wider_delim(name,names=c("dimension","category"),delim=":") %>%
    bind_rows(epi_tot.df)  -> hand_code_tot.df

hand_code_tot.df %>%
    mutate(dimension = as.factor(dimension), category=as.factor(category)) %>%
    ggplot(aes(y=n,x=dimension,  fill=category,label=category)) +
    geom_col(position=position_dodge2()) +
    geom_label(position=position_dodge2(width=1), vjust=1) +
    theme(legend.position="none") + 
    facet_wrap(vars(dimension), scales="free_x")

  rm(epi_tot.df, hand_codes_tmp.df, hand_code_tot.df)

Exact Match to Coded Topics Terms

exact_matches.df <- 
  left_join(seeds.df,
            combined_tidy.df %>% distinct(),
            relationship="many-to-many",
            by = "ngram"
            )

nmatched_dis <- exact_matches.df %>% pull(isbn) %>% unique() %>% length

exact_matches.df %>% 
  select(-ngram) %>% 
  distinct() %>% 
  count(topic) %>%
  ungroup() %>%
  
  separate_wider_delim(topic,names=c("dimension","category"),delim=":") -> topic_sum.df 

topic_sum.df %<>% 
  group_by(dimension) %>%
  mutate(p=n/sum(dy.ls)) %>%
  ungroup()

topic_sum.df%>%
  ggplot(aes(y=p,x=dimension,fill=category,label=category)) +
  geom_col(position=position_dodge2(width=1)) +
  geom_label(position=position_dodge2(width=1), vjust=1) +
  theme(legend.position="none") + 
  facet_wrap(vars(dimension), scales="free_x")

topic_sum.df %>% 
  group_by(dimension) %>%
  gt::gt() %>%
  gt::fmt_percent(columns="p")

category	n	p
claim
desc	1538	82.16%
mod	758	40.49%
moderate	42	2.24%
positivist	65	3.47%
strong	290	15.49%
weak	339	18.11%
epi
activist	108	5.77%
constructive	31	1.66%
pos	30	1.60%
util	92	4.91%
meth
empirical	1519	81.14%
mixed	41	2.19%
qual	1103	58.92%
quant	817	43.64%
theory	687	36.70%
scope
across-time	243	12.98%
intl	366	19.55%
local	392	20.94%
national	86	4.59%
us	706	37.71%
sub
ethnicity	142	7.59%
gender	94	5.02%
inequality	25	1.34%
orgs	120	6.41%
subj
class	450	24.04%
crim	417	22.28%
econ	895	47.81%
education	517	27.62%
environment	317	16.93%
ethnicity	245	13.09%
family	575	30.72%
gender	552	29.49%
health	647	34.56%
identity	388	20.73%
immigation	23	1.23%
immigration	269	14.37%
inequality	1073	57.32%
lifecourse	146	7.80%
media	238	12.71%
movements	263	14.05%
networks	256	13.68%
orgs	492	26.28%
politics	608	32.48%
race	699	37.34%
religion	118	6.30%
rural	100	5.34%
sexuality	185	9.88%
stigma	90	4.81%
urban	280	14.96%
violence	200	10.68%

rm(topic_sum.df)

Topic Models

#requireNamespace("quanteda")
requireNamespace("keyATM")

Loading required namespace: keyATM

combined_tf_idf.df %>% 
  group_by(ngram) %>%
  summarize(n=n()) %>%
  mutate(p=n/sum(dy.ls)) -> ngram_diss_ct.df

lower_q <- .01 
upper_q <- 1

core_ngrams.df  <-
  ngram_diss_ct.df %>%
  filter( p >= lower_q, p<= upper_q) %>%
  select("ngram") %>%
  bind_rows(seeds.df %>% select(ngram))  %>%
  distinct() %>%
  left_join(combined_tf_idf.df %>% select(ngram,isbn,n)) %>%
  na.omit() %>%
  distinct()

Joining with `by = join_by(ngram)`

core_dfm <- 
  core_ngrams.df %>%
  rename(term=ngram, document=isbn, value=n) %>% 
  cast_dfm(document=document,term=term,value=value)

Warning in .recacheSubclasses(def@className, def, env): undefined subclass
"ndiMatrix" of class "replValueSp"; definition not updated

Warning in .recacheSubclasses(def@className, def, env): undefined subclass
"pcorMatrix" of class "replValueSp"; definition not updated

keyATM_docs <- keyATM::keyATM_read(texts = core_dfm)

ℹ Using quanteda dfm.

summary(keyATM_docs)

keyATM_docs object of 1872 documents.

• Average (min/max) document length: 229.96 (44/1162) words

• Number of unique words: 3962

key_viz <- keyATM::visualize_keywords(docs = keyATM_docs, keywords = seeds.ls)

Warning: Keywords are pruned because they do not appear in the documents: semi
structured interviews, in depth interviews, snowball sample, qualitative case
study, ethography, qualitative methodological approach, extended case logic,
event history analysis, american time use survey, critical race theory, doing
gender, shares of housework, low wage jobs, labor market disadvantages,
cumulative inequality theory, sex based discrimination, income based
inequality, and displacement of workers

key_viz

Warning: Removed 16 rows containing missing values or values outside the scale range
(`geom_line()`).

Warning: Removed 16 rows containing missing values or values outside the scale range
(`geom_point()`).

Warning: Removed 16 rows containing missing values or values outside the scale range
(`geom_label_repel()`).

Warning: ggrepel: 1114 unlabeled data points (too many overlaps). Consider
increasing max.overlaps

suppressMessages(lda_key <- keyATM::keyATM(
  docs              = keyATM_docs,    # text input
  no_keyword_topics = 20,              # number of topics without keywords
  keywords          = seeds.ls,       # keywords
  model             = "base",         # select the model
))

Warning: Keywords are pruned because they do not appear in the documents: semi
structured interviews, in depth interviews, snowball sample, qualitative case
study, ethography, qualitative methodological approach, extended case logic,
event history analysis, american time use survey, critical race theory, doing
gender, shares of housework, low wage jobs, labor market disadvantages,
cumulative inequality theory, sex based discrimination, income based
inequality, and displacement of workers

lda_key %>% keyATM::plot_modelfit()

lda_key %>% keyATM::top_words()  %>%
  gt::gt() %>% 
  gt::tab_header("Top words for each topic")

Top words for each topic
1_claim:desc	2_claim:mod	3_claim:moderate	4_claim:positivist	5_claim:strong	6_claim:weak	7_epi:activist	8_epi:constructive	9_epi:pos	10_epi:util	11_meth:empirical	12_meth:mixed	13_meth:qual	14_meth:quant	15_meth:theory	16_scope:across-time	17_scope:intl	18_scope:local	19_scope:national	20_scope:us	21_sub:ethnicity	22_sub:gender	23_sub:inequality	24_sub:orgs	25_subj:class	26_subj:crim	27_subj:econ	28_subj:education	29_subj:environment	30_subj:ethnicity	31_subj:family	32_subj:gender	33_subj:health	34_subj:identity	35_subj:immigation	36_subj:immigration	37_subj:inequality	38_subj:lifecourse	39_subj:media	40_subj:movements	41_subj:networks	42_subj:orgs	43_subj:politics	44_subj:race	45_subj:religion	46_subj:rural	47_subj:sexuality	48_subj:stigma	49_subj:urban	50_subj:violence	Other_1	Other_2	Other_3	Other_4	Other_5	Other_6	Other_7	Other_8	Other_9	Other_10	Other_11	Other_12	Other_13	Other_14	Other_15	Other_16	Other_17	Other_18	Other_19	Other_20
these	status	cognition	science	chapter	term	activists [✓]	conflict	food	stress	chapter	tourism	their	with	social	educational [28]	global	city	paper	states	technology	girls	risk	management [✓]	workers [✓]	criminal [✓]	economic [✓]	students [✓]	environmental [✓]	ethnic	family [✓]	gender [✓]	health [✓]	identity [✓]	foreign	migration [✓]	inequality [✓]	life	media [✓]	social	social	organizations [✓]	political	black [✓]	religious [✓]	rural [✓]	sexual [✓]	support	neighborhood [✓]	violence [✓]	trust	care	interactions	science	moral	elite	public	fertility	decision	time	community	energy	program	wealth	s	generation	learning	their	corporate	turkey
dissertation	results	meaning	behavioral	two	long	activism [✓]	control	capital	emotions	data	mixed	with	study	theory [✓]	longitudinal [✓]	china	new	youth	united	innovation	cultural	young	drug	class [✓]	police [✓]	labor [✓]	school	climate	asian	children [✓]	women	mental [✓]	their	born	immigrant [✓]	income	older	online [✓]	movement	networks [✓]	organizational [✓]	state	racial [✓]	religion [✓]	urban [49]	sex	stigma [✓]	housing	crime	police [26]	home	occupational [27]	knowledge	surveillance	protection	firms	art	making	policy	communities	land	treatment	household	development	first	game	al	corporations	open
social	show	measurement	dissertation	reveal	long term	feminist [32]	social	faculty	emotion	empirical [✓]	approach	they	effects	research	early	chinese	urban [49]	adolescent [31]	united states [✓]	ownership	police [26]	risks	disaster	labor [27]	legal [✓]	market	education [✓]	change	latinx [✓]	parents [✓]	men	mental health [✓]	identities [✓]	relationships	immigrants [✓]	social	course	social media [✓]	movements [✓]	network [✓]	institutional	politics [✓]	race [✓]	attitudes	china	queer [✓]	with	urban [✓]	victimization	fear	providers	status	scientific	neoliberal	money	india	empowerment	decision making	article	members	property	english	reference	s s	first generation	based	et	us	west
with	more	latin	computational	shows [2]	process	rights	social control	military	emotional	level	mobility	study	more	theories [✓]	attainment	south	york	papers	usa [✓]	quality	black girls [44]	program	services	work	law [✓]	work	college	water	groups	their	womens	care	self	domestic	immigration [✓]	low	adults	social	collective [✓]	social networks [✓]	leadership	policy	white [✓]	muslim	areas	gay	people	neighborhoods [✓]	partner	residents	housing	interaction	sociology	values	status	third	womens	perceptions	articles	self	transition	language	gap	population	stem	language	et al	companies	aid
also	attitudes	america	scientists	second chapter	time	diaspora	residential	social capital	policy	three	change	research	data	theoretical [✓]	study	countries	cities	three	population	information	choice	finance	use	middle	justice [43]	economy [✓]	schools [✓]	climate change [✓]	americans	families [✓]	gendered [✓]	medical [✓]	experiences	foreign born [✓]	migrants [✓]	mobility	life course [✓]	digital	social movements [✓]	ties	organization [✓]	historical	racism [✓]	church	rural urban [✓]	men	illness	segregation	intimate	more	social	structure	research	profit	elites	sphere	child	their	policies	groups	academic	call	uncertainty	street	consumption	machine	were	more	inclusion
more	findings	bias	scientific	first chapter	short	movement	amp	medicine [33]	scholars	dissertation	medical [33]	interviews [✓]	associated	sociology	longitudinal study [✓]	international [✓]	new york [✓]	first	us	systems	black [44]	prevention	recovery	middle class [✓]	incarceration [✓]	employment [✓]	student [✓]	farmers	hispanic [✓]	young	their	healthcare [✓]	sense	ethical	migrant [✓]	inequalities [✓]	older adults [✓]	analysis	political	social network [✓]	professional [✓]	government	american	public	rural areas [✓]	sexuality [✓]	social	residents	relationship	political	based	occupations	new	exclusionary	privilege	employees	statistics	decisions	across	community members	design	assessment	information	late	college	text	they	s	space
other	role	latin america	field	chapter two	lead	scholars	people	cultural capital	exclusion	first	methods approach	what	were	my	educational attainment [28]	world [✓]	new city	national	national	technological	memory	financial	systems	working	policing [✓]	job [✓]	educational [✓]	agricultural	among	with	experiences	covid [✓]	belonging	native	refugees [✓]	access	age	content	social movement [✓]	relationships	field	public	indigenous [✓]	polarization	resources	lgbtq [✓]	social support	residential	violent [✓]	force	care work	culture	technology	neoliberalism	actors	end	countries	factors	social	southern	utility	dual	gender gap [32]	pro	generation college [28]	natural	when	outside	street
two	suggest	cognitive	problems	chapter examines	wellbeing	diffusion	will	cultural	people	chapters	products	analysis	associated with	using	adulthood	national	york city	adolescence	across	clinical	performance	paradigm	social	worker [✓]	punishment [✓]	labor market [✓]	their	sustainability [✓]	group	mothers	female	with	participants	roles	their	barriers [✓]	aging	platforms	action	structure	equity [37]	s	racialized [✓]	toward	place	people	individuals	gentrification [37]	intimate violence [✓]	cooperation	involvement	cultural	production	nationalism	growth	public sphere	concerns	safety	memory	within	origins	new	instability	history	college students	cooperation	them	public	quality
while	factors	group	research	chapters	short term	framing	home	security	status	studies	weight	who	likely	sociological	outcomes	development	local [✓]	three papers	years	technologies	differences	findings	who	working class [✓]	prison [✓]	markets [✓]	higher	development	latino [✓]	child	transgender [✓]	pandemic [✓]	social	findings	generation	stratification [✓]	later	internet	rights	social social	study	national	diversity	opinion	regions	lesbian	people with	spatial	against	levels	homes	within	scientists	solidarity	coalition	firm	reproductive	perceived	social policy	within community	frame	interactions	groups	competition	consumers	we	amp	firms	thinking
three	research	across	cognitive	third chapter	dissertation addresses [✓]	these	power	healthy	influence	individual	forces	based	research	use	depression	globalization	nations [✓]	second paper	research	owners	means	young people	drugs	their	crime	workplace [✓]	academic	environment [✓]	american	parental [✓]	male	patients [✓]	narratives	they	refugee	status	later life [✓]	users	mobilization	integration	sector	power	black women [✓]	christian	chinese	romantic	experience	city	trauma	findings	units	categories	human	use	compliance	indian	official	views	change	control	life	foster	article	laws	consumer	social	more	financial	key

lda_key %>% keyATM::top_docs(n=5) %>% 
  pivot_longer(cols=everything()) %>%
  rowwise() %>%
  mutate(title=diss_cleaned.df[[value,"Title"]]) %>%
  ungroup() %>% 
  select(-value) %>%
  group_by(name) %>%
  gt::gt() %>%
  gt::tab_header("Top dissertations in each topic")

Top dissertations in each topic
title
1_claim:desc
Gender Bound: Prisons, Trans Lives, and the Politics of Violence
Access to Clean Water: A Cross-National Analysis 1990–2012
The Prison Credential Dilemma: How Race, Criminal Records, and Contradictory Signals Shape Post-Prison Employment and Job Search Strategies
In Loco Parentis?: The Boundary Work of Campus Police
**HOLD-HS**Focal Concerns in China's Misdemeanor World: An Empirical Investigation of Prosecutorial Dismissal of Misdemeanor Cases
2_claim:mod
Redefining the Romance: Classification and Community in a Popular Fiction Genre
Fashioning Religious Selves in a Secular Age
Extending Carceral Control Pre-Conviction: The Reception, Resistance, and Repercussions of Being Legally Responsible for People Accused of a Crime
The Everyday Challenges Faced by Young Adults with Autism and Their Parents
High Brau: Consumption Motives and Symbolic Boundaries in the American Craft Beer Movement
3_claim:moderate
Conflicting Consequences and the Carceral State: Troubled Teens in Therapeutic Boarding Schools
Party Time: The Working Families Party and the US Political System, 1998–2018
Mental Health and Punishment: Exploring the Relationship Between Contact with the Criminal Justice System and Mental Health
Identity Processes and Self-Injury
The Transnational Patriarchal Bargains of Iranian Women Through the Life Course: The Gendered Work of Family Life at Home and in Diaspora
4_claim:positivist
Artificial Intelligence at Home: Alexa, Are You Influencing My Family?
Exploring the Intersection of Social Inequalities and Multispecies Family Dynamics: Implications for Human Health and Well-Being
Privacy in Context: An Exploration of Factors that Shape What Privacy Means across Time and Events
The Social Control of Medical Mistakes
“Mexico Has Spilt American Blood upon American Soil!” the Role of the Mexico-U.S. Border in the Promotion of American Nationalism, 1821-1920
5_claim:strong
Perceptions of Anorexia Nervosa and Presumptions of Recovery: a Phenomenological Analysis of Performance, Power, and Choice in Healing
Past School Punishment and the Lives of Young Adults
Roles of the Dice: Culture and Community in Roleplay Games
“You Don’t Seek Help, You Are Just Thankful for the Things the Country Provides for You.” the Emotional Burden of Growing Up Undocumented in the United States
The Social Construction of At-Home Drinking Water Behavior: A Mixed-Methods Study of Two New York City Apartment Buildings
6_claim:weak
Inter-Basin Transfers, Ancient Ingenuity, Water Justice? Assessing the Impacts of the Melamchi Water Supply Project in the Kathmandu Valley, Nepal
Settling for Less: How Organizations Shape Survivors’ Legal Ideologies around College Sexual Assault
Working Time, Inequality and a Sustainable Future
Essays on Pro Bono Institutions, Organizations, and Professionals
Stratification in Educational Decision Making: How Policy Interventions and Student Contexts Shape Inequality
7_epi:activist
(Im)mobile Girls: Latina Rural Girlhoods in the United States
Global Networks and City Development, 1993-2020
An Evaluation of Salt Lake Peer Court Effectiveness: Completion and Recidivism
Feeding the Need: Charitable Food-Providing Organizations and Gaps in the Social Safety Net
"A Wild Home for Wild Things": Forest Workers' Co-Creation of Knowledge, Identity, and Place
8_epi:constructive
First-Gen Families: How First-Generation College Students Experience Family Relationships
In a Feminist State?: Sexual Violence and Gender Equality in Sweden
Surviving Social Movements: Repertoires of Care in US Social Justice Activism
The Role of Social Networks in Memory Formation and the Social Reintegration of Ex-Combatants
Are Counselors Enough? Supporting Students’ Mental Health in Nebraska Public Schools
9_epi:pos
Smiling Faces, Supporting Places: A Spatial Exploration of Social Infrastrcture and Social Support
Race, Religion, and Class at the Intersection of High Skilled Immigration in the U.S.
Courageous Endurance: The Lived Experiences of Trans Folx and the Criminal Legal System
LGBT Guilds as Buffers against Sexual Minority Stress
Risk and Protective Factors in Adolescent Substance Use: Comparing Students of Regular High Schools and Vocational High Schools in China
10_epi:util
The Logic of the Land: The Agrarian Roots of Uneven Development in Brazil
The Health Consequences of Black Subordination and White Domination: A Relational and Located Approach to Studying the Health of U Older Adults Born 1938-1948
"It Was Handed to Them": The Origins of Targeted Delivery and the Spirit of Nanomedicine
Economic and Demographic Formations of Inequality in the Era of Education for All (EFA) in Sub-Saharan Africa
A Life Course Perspective on U.S. Immigrants’ Socioeconomic Integration
11_meth:empirical
Classified: How Inequality shapes the ‘Need to Know’ Question in Sex Education
Transition in Times of Transition: The Last Year of High School and the College-Going (Or Not-Going) Decision-Making Process of Senior High School Students in Chile
On the Cusp of Legitimacy: <em>Professionalization in the Field of Astrology</em>
Work, Sociability, and Inequality
Occupational Dynamics of State Elites in Post-Socialism
12_meth:mixed
La Mafia Global: Global Capitalism and the Struggle Against Hyper-Incarceration
Fertility History and Later Life Health: A Sequence Analysis of Cohorts Before and During the One-Child Policy Era in China
Gender Knowledge: Category, Status, Transgression, Policing, and Perception
Growth and Inequality in American Immigration Enorcement
Perceptions of Anorexia Nervosa and Presumptions of Recovery: a Phenomenological Analysis of Performance, Power, and Choice in Healing
13_meth:qual
Gender-Specific Significance of Family Transitions on Well-Being and Work Attitudes
A Socio-Cultural Approach to Anti-Corruption Crusades: A Multi-Methods Study of the Lava Jato Prosecutions
Weighted Aspirations: Becoming a Teenage Dropout in El Salvador
Cultural Mistrust and the Experiences of Black Students Attending HBCUs and HWCUs
Liquid <em>Guanxi</em>: Chinese Social Networks in an Age of Digitalization
14_meth:quant
Constructing Pro-Immigrant Spaces: An Analysis of the Policies and Practices of Sanctuary
Time, Schedules, and the College Student with ADHD
Institutionalized Normative Heterosexuality: The Case of Sexual Fluidity
Dividing the Blue Line: The Cultural Work of Rural Policing in Upstate New York
Group Stratification Theory: Racial Positioning, Racial Ideology, and Opinions Towards Progressive Policies and Political Participation Among African Americans, Hispanics, Asians, and Whites
15_meth:theory
Three Essays on Migration and Family Change
Essays on the Measurement, Reporting, and Classification of Hate Crime in the United States
Structural Racism and Black-White Disparities in the United States
The Influence of Security and Support on Performance, Punishment, and Parental Engagement in Majority White and Majority Minority Schools
The Great Displacement: A Case Study of Attitudes on Gentrification-Caused Displacement in Historic Black Communities in Miami, Florida
16_scope:across-time
Starting and Finishing: Three Essays on Narrowing Socioeconomic Inequality in College Attendance and Persistence
Interpersonal Dimensions of Information Security
A Sociological Analysis of the Impact of Online Education on Community College Completion: A Case Study of Montgomery College in Maryland
Making Military Wives: Militarizing Social Reproduction of Military Families
Contending Futures in the 2st-Century Middle East: Ideology and the Emergent Political Formations of ISIS, Kurdistan-Iraq and Kurdistan-Syria
17_scope:intl
Gendered Negotiation of Space- A Study on Gender and Mobility Among Transgender Persons in Pakistan
Local Agencies in Global Markets: Financialization of the Economy and Public Water Governance
School Choice Policy and Social Inequity Within an Urban School District
Black Girls and the Discipline Gap: Exploring the Early Stages of the School-To-Prison Pipeline
Class Act: Symbolic Revolution and the Meaning of College in Prison
18_scope:local
Diverse Care Networks and Unmet Care Needs of Older Adults in a Changing America
“The Soil Is Corrupt and So Are the Politicians”: A Marxist Critique of Tacoma Lng’s Environmental Impact Assessment
Unruly Labia: Female Genital Cosmetic Surgery and the Production of Normality
Race, Place, and the Politics of Urban Austerity in Michigan, 1970s-2010s
Deserving Care: How Older Chinese Immigrants Seek Support
19_scope:national
Three Pathways of the Creative Process: How Cognition, Interaction, and Relationships Facilitate Culture Creation in Songwriting Teams
Becoming Partisans: How Place Makes Politics in the American Heartland
Roaring Tiger or Bounce Tigger? Examining Corruption Seriousness Perception in China from a Socio-Cultural Perspective
“How Connected Is This Heart?”: The Religious and Spiritual Lives of Women of Color with Heart Disease
Democracy Without Democratization: Negotiation Between State and Individuals Through Social Media
20_scope:us
Information Brokers: A Comparison of the Web Browser Choices between Internet Users in the US and China
Organizational Networks and School Improvement: The Spread of Early Warning Indicators in a Decentralized Educational System
Intersectionality, Bureaucratic Logic, and the Israeli Welfare State
Going Viral: Youth and Sexual Assault in the Digital Age
Goals, Power, and Culture: The Effects of School Organizational Features on Parental Involvement
21_sub:ethnicity
The Deserving Pain: How Hospitals Structure Medical Decision-Making Around Pain Management
Sexuality Education in Vocational High Schools in China: Stratified Exposure, Effects, and Potential Barriers
Race, Gender and Perceived Barriers: How Beliefs About the Opportunity Structure Shape Postsecondary Pathways
The Politics and Policy of HIV/AIDS Incidence and Mortality
Transforming Affinities: Sociability, Solidarity, and Friendships on Three College Campuses
22_sub:gender
MISSING Opinions: How Colorblindness, Prejudice, and Interracial Contact Influence Race-Related Item Nonresponse in Social Surveys
A Theory of Practice of Sect Identities: A Case Study of the Syrian War
Climate Change, Emotions, and Storytelling: Young Climate Activists and the Emotional Culture of Cultivated Hope
Longing and Belonging in Queer Singapore: Navigating Outness through Pragmatic Acceptance
Space Weather and Criminal Violence: A Longitudinal Analysis of Major US Urban Areas
23_sub:inequality
The Rise and Fall of Militant Interracial Solidarity on the Milwaukee Waterfront, 1934–1942
From Contention to Prefiguration: Women’s Autonomous Mobilization and <em>Rojava</em> Revolution
Three Essays on Religious Identity and the Cultural Authority of Science
Secure Work in the Worker-Cooperative Sector
Producing Consumer “Identities”: Identity Theft and Insecurity in the Data Economy
24_sub:orgs
Freed Without Freedom: Citizenship and Surveillance for People on Pretrial Release
Factors Contributing to the Experience of State Loneliness
Growth or Stagnation? Opportunities and Constraints for Latinx Business Owners in the U.S.
The Socioeconomic Associations with Women's Partnership Formation and Dissolution in Russia, Germany, and the United States
Corporate Control, Conceptions of Value, and Economic Inequality among Workers: the Distributional Consequences of Private Equity's 'Buy, Reorganize, Resell' Strategy
25_subj:class
Environmental Social Movements: A Comparative Study Across Two Political Economies
School Social Organization and Violence
Patterns and Trends in the Spatial Assimilation of Middle Eastern and North African Immigrants in the United States, 2000 to 2016
African American Denominational Mobility: The Impact of Status, Familial Factors, and Gender
A Cross-National Perspective on Gender Dynamics in Marriage and Family
26_subj:crim
The Diversity Contract: Constructing Racial Harmony in a Diverse American Suburb
Attitudes Toward Organ Donation Among Saudi Arabians
Politics of Coalition at Standing Rock
The Costs and Benefits of Caring: Exploring the Effect of Empathic Concern on Well-Being
The Bisexual Parent Advantage: How Bisexual Parents Overcome Stigma and Excel at Parenting
27_subj:econ
A Flash of Green, a Slip of the Dress, and a Mother’s Embrace: The Gendered Aesthetic in the 2009 Iranian Green Movement
Living the "Forgetting Experience:" An Exploratory of the Lived Experience of MCI among Older Disabled Veterans.
Us Versus Them: How Mizrahi Voters Make Sense of Israeli Politics
Men’s Support for Gender Equality in the Era of the Stalled Revolution
Surviving the Storm: An Intersectional Analysis of Hurricane Katrina’s Effect on Lingering Physical and Mental Health Disparities
28_subj:education
An Inquiry into Veteran Entrepreneurship
Injury to the Brain, Assault on the Self: Identity Re-Construction in the Aftermath of Stroke and Traumatic Brain Injury
Bullying Victimization, Health Strains and Juvenile Delinquency in Ghana
Crypto-Capital: The Political Economy of Cryptocurrencies
The Effect of Looming Retirement on Mental and Physical Well-Being and Life Satisfaction
29_subj:environment
The Intersection of Social States and Individual Characteristics: A Longitudinal Examination of the Gang Membership-Psychopathic Tendencies Link and Its Association with Offending
Is College Still the Great Equalizer? Three Essays on Social Stratification among College Graduates in the Twenty-First Century
Humanizing Bureaucracy: Exploring the Experiences of Public Sector Managers Directed to Enact Transformational Leadership in a State Agency
Weaponizing and Resisting Time: Race, Gender and Punishment
Mestizaje Undone: A Qualitative Social Media Analysis of Afro-Latinx Identity &amp; #BlackLivesMatter Activism
30_subj:ethnicity
Glittering Metropolis: Cultivating Renewability in the Land of the Sun
Contending Futures in the 2st-Century Middle East: Ideology and the Emergent Political Formations of ISIS, Kurdistan-Iraq and Kurdistan-Syria
Resourceful Bureaucrats: How Chinese Officials (Fail to) Implement Environmental Policies
A Genesis of Jewishness: Collective Memory, Identity Work, and Ethnic Boundary Making among Jews in Toronto
Corporal Punishment Bans in Global Perspective: Conceptualization and Child- and Caregiver-Reported Outcomes
31_subj:family
Politics of Refugee Reception in South Korea: Liberal Norms and Restrictive Institutions
Contesting Open Government: Discourse, Development, and Democracy
Reproduction as a Site of Power and Contestation: Informed Consent and Black Women’s Negotiation of Medical Decision-Making
Bureaucracies of Removal: The Labor and Logics of US Immigration Courts
China's Incorporation Process into the Capitalist World-economy, 1780s-1890s
32_subj:gender
Linked Lives: The Effects of Incarceration on Prisoner Families in Hawaiʻi
Crime in Micro-Places: Beyond Urban Areas
A Test of Competing Pathways to Young Adulthood Violence
Fashioning Religious Selves in a Secular Age
Connecting School-Readiness, Self-Control, and Deviant Behavior: The Role of Non-Academic Readiness
33_subj:health
The Sinhala Nationalist Imagination: <em>Jathika Chinthanaya</em>
Secularism versus Awkwardness in Public Spaces: An Online Ethnography with Muslims in Windsor, Ontario
Cultivating Participant Relationships: The Ideal of Partnership and the Reality of Minority Communities’ Participation in Biomedical Research
Transnational Threats and Local Insecurities NYPD: Expanding Surveillance Networks by Selecting Problems and Proposing Solutions
Neighborhood and Environmental Predictors of At-Risk and Problem Gambling in Massachusetts
34_subj:identity
The Human in Human Capital: Essays on the Self and Socio-Economics
Open-Source Capitalism and the Rise of Machine Learning
Discovering Failure, Failing Thoughtfully: The Wills and Costs of Academics
Should I Stay or Should I Go? Mexican Return Migration across the Life Course
The Regulatory Politics of Home-Based Moneymaking After the American Family Wage
35_subj:immigation
Stigmatized by Allies: The Paradox of Those Who Express Support for Sexual Minorities While Refusing Proximity to Them
The Gendered Impact of Employer-Provided Work-Family Policies
Treatment Disparities in Emergency Medical Services: the Influence of Race/Ethnicity, Obesity, and English Proficiency
Three Pathways of the Creative Process: How Cognition, Interaction, and Relationships Facilitate Culture Creation in Songwriting Teams
Escape Routes: An Ecological Approach to Understanding Intimate Partner Violence and Organizational Interventions
36_subj:immigration
Notes on the Use of Surveillance in Public Housing
The Gender Wealth Gap in the United States
Uneven Geographic Development of Beer Breweries in the United States
I Got Joy the World Cannot Take Away: Black Young Professional Placemaking for Leisure in Urban White Spaces
Framing Violent Extremism: Terrorism and Narratives of Meaning
37_subj:inequality
Hospice Education: an Ethnography of a Suburban High School in the Era of Racial Equity
Devising Deviance: Class, Race, and the Making of the Sexual Underclass
Dispersal: How Western Cities Came to Oppose Nonwhite Residential Concentration Post World War II
Linking Identity: Discrimination, Linked Fate, and Spouse’s Race Among Adults With Mixed-Race Ancestry
Surviving the Storm: An Intersectional Analysis of Hurricane Katrina’s Effect on Lingering Physical and Mental Health Disparities
38_subj:lifecourse
The Solidarity Project: How Stigma Weakens Democratic Participation and the Importance of a Caring Democracy in Black Liberation Movements as a Potential Solution
Punctuated Policy Innovation: The Transformation of U.S. Gendered Pay Inequity Policy Alternatives, 1945-2019
Feeding Others to Feed Ourselves: Animal Nutrition and the Politics of Health, 1900–2019
Essays on Pro Bono Institutions, Organizations, and Professionals
Economic Insecurity in China: Analyses of Family Economic Resources and Income Instability
39_subj:media
Qualities or Inequalities? How Gender Shapes Value in the Market for Contemporary Art
The Impact of Family and Peer Violence on Adolescent Violence in China
Reproducing Gender Inequality in Gaming: A Dual Analysis of the Gaming Hierarchy and Gamer Identity
Applying a Gendered Lens to the Study of Work and Caregiving Responsibilities Among Chinese Middle- to Older-Aged Adults
Nimíipuu/Nez Perce Persistence, Settler-Colonization, and the Political Economy of Public Memory: From Time Immemorial to the Future
40_subj:movements
"A Wild Home for Wild Things": Forest Workers' Co-Creation of Knowledge, Identity, and Place
Compulsory Categories: How Asexuality Disrupts Normative Assumptions About Sexuality and Gender
Rethinking Polarization: A Multilevel Approach to the Study of Mass Political Disagreement
Status and the Psyche: How Mental Health Paradoxes Challenge Theories of Inequality
Ethnic/Racial Socialization about Race, Racism, and Policing among Black and African American Families in the United States
41_subj:networks
Mechanisms of Denial: What Is Water in/Security in the United States
The Role of Social Media on Young Adult Political Identity
Mobilizing Consumers: The American Consumer Movement in the 1960s–70s as a Social Movement
La Jungla: Globalization, Transnational Migrant Labor and the Meatpacking Industry
Moral Conflict and Socialization
42_subj:orgs
Seeing Africans in China: Defining Race and Racial Hierarchy in Contemporary China
The Asian Puzzle: Structural Integration Without Political Incorporation?
Disorganization, Communities, and Prescription Drugs: an Investigation of the Social Context of Non-Medical Use
Parental Substance Use and Foster Care Entrance: Trends, Geographic Variation, and Predictors of Reunification
Identity, Belongingness, and Race-Making Among First and Second-Generation African Immigrant College Students at a Predominantly White Institution
43_subj:politics
Local Context and the Integration of Mexicans in Albuquerque and Tucson
A Time and Place: Structures of Knowledge at an Archeological Field-Site
An Occupational Study: Nurse Practitioner Primary Care Providers
Escape Routes: An Ecological Approach to Understanding Intimate Partner Violence and Organizational Interventions
Financial Strain and Health: Exploring the Moderating Role of Religious Involvement
44_subj:race
Challenging Theories of Migration, Integration, and Transnationalism: Female Chechen Refugees Fleeing Domestic Violence and Political Persecution
The Lasting Consequences of Childhood Economic Disadvantage
The Digital Divide and Health: Examining Digital Access as a Social Determinant of Health
Fear, Algorithms, and Re-Incarceration: Making It Home in the Twenty-First Century
The Human in Human Capital: Essays on the Self and Socio-Economics
45_subj:religion
On Edge: Adolescent Learning at the Periphery of Schooling
The Structure of Gender During Crisis: Exploring and Understanding the Experiences of Women in Academia During the COVID19 Pandemic
Classed Beginnings: The Implicit Lessons Preschools Teach About Status, Health Ownership, and the Learner Role
From the Soapbox to Social Media: Deviant Speech in the Public Forum
Expressions of Community: Understanding Variations in Community Through LGBTQ Experiences
46_subj:rural
Invisible Work, Power, and Money: Gender Inequality in Shared Parenting Within Child Custody Arrangements
(How) Does Context Shape the Effect of Marital Name Choice on Evaluations of Women and Men?
Is Ambition Consequential? Exploring the Association Between Depressive Symptomatology and the Educational Expectation Trajectories and Achievements of Immigrant Youth
Considering Measurement Bias in Cognition at the Intersection of Race and Gender
The Normative Foundations of Postindustrial Fertility Variation
47_subj:sexuality
Gender-Based Violence in Zimbabwe: A Critical Analysis of Institutional Responses
When Work Comes Home: Parental Time Allocated to Unpaid Household Labor
Diversion: Diversity, Equity, and Inclusion and the Nonprofit Organization
A Longitudinal, Mixed-Methods Case Study of Student Belonging and Its Consequences for Academic Inequalities
Encounters with Uncertainty: How Secondary Education Policies Shape Parental Involvement in Schooling in Contemporary Turkey
48_subj:stigma
She Works Hard for No Money: Understanding Women's Participation in Multi-Level Marketing Organizations
Racial/Ethnic Disparities in Depressive Symptomatology Among Young Adults in the United States
Attitudes of Guangzhou Public toward Criminal Retrial: Predictors and Process from the Relationism Theory
Understanding Deaths of Despair in US Counties Through Bourdieu’s Theory of Capital
“Better Safe Than Sorry”: Cis and Trans Women Do Gender and Heterosexuality in the Street
49_subj:urban
From the Job’s Worth to the Person’s Price: Pay-Setting, Gender Inequality, and the Changing Understanding of Fair Pay
The Whitening Process Model: Forging an Anti-Racist Praxis for Descendants of European Immigrants in the United States
Understanding the Impact of Homeschooling on Mothers' Mental Health
Becoming Exvangelical: The Faith Journeys, Identity Work, and Activism of Former Evangelicals in the Digital Age
Race-Mixing and Victimization
50_subj:violence
Cultivating Cities: A Comparative Analysis of Urban Agriculture Programs and Policies
Three Essays on the Pretrial Process
Is It Better to Be Tough, or Is Consistency Key? A Multilevel Analysis Examining the Effects of School Disciplinary Procedures on Perceptions of Climate and Safety Among Students and Teachers
"We Deserve Better": Sapphic Grief with Media Loss
The Red Spectrum: Homonationalism, Victimhood, and White Gay Men
Other_1
Exploring Group-Threat and Police-Involved Homicide: A Spatial Analysis of Police Involved Homicide in US Counties
Fast Track: State Capacity and Railway Bureaucracies in China and India
Queering Nation/Family: The Movement for LGBTQ Rights in Filial Nationalist China
Post-Truth Politics and Contentious Knowledge
Intangible Factors: Social Capital, Social Networks, and America’s Second Reconstruction
Other_2
White Discipline, Black Rebellion: A History of American Race Riots from Emancipation to the War on Drugs
Toward Sustainable Advocacy: Comparing Contraceptive Policy Advocacy in Texas and California
Neoliberal Resource Nationalism: The Scramble for Mexico’s Oil and Minerals
Individual Empowerment in Multiple Modernities: A Quantitative Exploration of the Relationship Between Economic Development, Culture, and Civil Liberties
A Critical Analysis of Age-friendly Community Initiatives
Other_3
Mapping Discourse in the Intellectual Dark Web: A Critical Computational Sociology
"Quiero Vivir En Mi fantasía:" The Social World of Youth in Street Situations in Mexico City
“The Littlest Victims”: Pediatric Aids and the Urban Ecology of Health in the Late-Twentieth-Century United States
Dallas: Kinship, Mobility, and Inheritance in an Elite Population, 1895-1945
Gender Inequality in the Labor Market: Trends and Mechanisms
Other_4
Changes in Occupational Structure and Labor Market Outcomes in China
The Age of Protest: World-Historical Structure and Dynamics of Protest Waves in the Global South in the Long Twentieth Century
Classical Sociological Theory Before the 'Fathers': The Radical Materialism of Miss Harriet Martineau
**HOLD-HS**Focal Concerns in China's Misdemeanor World: An Empirical Investigation of Prosecutorial Dismissal of Misdemeanor Cases
Risk Reduction Regarding Stigmatized and Marginalized Communities
Other_5
Constructing the Perfect Girlfriend: Gender, Class, Race, &amp; Performativity of Paid Intimacy in Nevada Brothels
Decarbonization, Decentralization, Democratization: The Threefold Cord of Energy Transformation
Intergenerationality: The Making and Consequences of Parental Intervention in Children’s Marriage in China
The Creation of American Personal Bankruptcy, 1880-1955
Assessing Disaster Management Effects on Recovery Outcomes in Rural Post-Disaster Japan
Other_6
Between Satire and Sincerity: Duality in Stand-Up Comedy
Societal Shocks as Social Determinants of Health
Origami Networks: The Meaning and Social Power of Sadako's Paper Cranes
“Diversity” as a Racialized Keyword: a Mixed-Methods Analysis of Diversity Discourse, Racial Projects, and Rearticulation in the USA
Baseball: The (Inter) National Pastime
Other_7
Has the Time Come? Three Essays on the Relationship Between Historical Contingency and Politicization in the Immediate, Short, and Long Run
The Influence of Security and Support on Performance, Punishment, and Parental Engagement in Majority White and Majority Minority Schools
Pressured Teachers, Sanctioned Students: The Persistence of Behavior Management Systems in Elementary School Classrooms
‘Demand Management’ and Injustice in Rural Agricultural Irrigation in Western Colorado: An Anatomy of Ambivalence
Empire, Law, and Order Making after the Abolition of Slavery: Three Laboring Figures in India
Other_8
At the Fringes of Legality: Chinese Mobilities in Uneven Geographies of Development
The Transnational Patriarchal Bargains of Iranian Women Through the Life Course: The Gendered Work of Family Life at Home and in Diaspora
Economic Insecurity in China: Analyses of Family Economic Resources and Income Instability
Eating in the Anthropocene: Perceptions of Dietary-Based Environmental Harm and the Role of Plant-Meat Consumption
A “Stupid Little Fish”: Science, Law and the Politics of Environmental Decline in California
Other_9
Vaccination Statuses, Attitudes, and Beliefs: Using Intersectionality to Investigate Vaccination Disparities
Surveillance Medicine in Perinatal Care: Negotiating Constraints, Constructing Risk, and the Elusive Goal of Mental Health Integration
When Women Swipe Right and Men Swipe Left: An Exploration of the Online Dating Preferences and Desirability of African American Women
Exploring the Lived Experiences of Black Women Navigating Type-2 Diabetes
Fashioning Religious Selves in a Secular Age
Other_10
The High-Risk Pregnancy in Two Americas: A Comparative Ethnography
Trial and Error: The Invention of Cancer Chemotherapy 1950–1980
U.S. Higher Education in the Construction of “Good” and “Bad” Immigrants: Foreign-Born Faculty’s Tales of Sexism, Racism, and Xenophobia at Work
Essay in Social Coordination
Traumatic Brain Injury and Romantic Relationships: Stigma Experiences and Improving Romantic Relationship Quality
Other_11
The Consequences of Family Stress in the Work-Family Interface: Three Longitudinal Studies in Canada
Muslim Nationalism and Public Attitudes Toward Syrian Refugees in Turkey
Queer Korean Diaspora: An Ethnography of Geopolitics
States, Selves, and Social Welfare: The American Therapeutic State in Comparative Perspective
Producing Consumer “Identities”: Identity Theft and Insecurity in the Data Economy
Other_12
Battling Body Politics: A Comparative Study of Sex Education Policy and Practice in the U.S
A Theory of Institutional Emergence
Comparative Health Inequality in the United States: A Structural Perspective
Exploring “The Healthy Immigrant Effect” among Elderly Asians with Cancer: A Nationwide Population-Based Assessment
Creating Community and Dismantling Settler Colonialism: Indigenous Women's Art
Other_13
Three Essays on Asian Americans' Educational Outcomes
Workplace Incivilities: Characteristics of Targets and the Association between Incivilities and Mental Health
Privacy in Context: An Exploration of Factors that Shape What Privacy Means across Time and Events
A Geopolitical Analysis of Innovation for Middle-Income Escape: Interpreting China's Technology Strategy
Fertility in China: All Roads Lead to Low Fertility
Other_14
A New Diagnosis of the Title IX Problem: Barriers to Ending Campus Sexual Harassment and Sexual Violence Through Civil Rights Law
Telehealth in the Wake of &#xa0;COVID-19: The Impact of Telehealth Expansion on Healthcare Access, Utilization, and Outcomes
China's Incorporation Process into the Capitalist World-economy, 1780s-1890s
Popular Constitutionalism, Powers of Structure, and Strategies of Movement in the Pursuit of Democracy
Ego-Tribalism in Religion, Politics, and Media: A Changing Landscape Calls for a New Theory of Trust
Other_15
Shifting Skilled Migration Trends in the Global Economy: A Comparative Analysis of International Student Mobility to the United Arab Emirates and Russia
The Impact of Fixed-Term Versus Traditional Employment Contracts on Employees in College and University Housing and Residence Life Organizations
Cultivating Drug Wars: Illicit Markets, Violence, and the State in Mexico
No Trespass Zones: Governing the Mobility of Citizens and Migrants in the Post-Civil Rights Era
Surveillance Medicine in Perinatal Care: Negotiating Constraints, Constructing Risk, and the Elusive Goal of Mental Health Integration
Other_16
The Effects Social Structures Have On COVID-19 Outcomes among Three States in the United States.
The Weight of Water: Values, Civic Engagement, and Collaborative Groundwater Management on the U.S. High Plains
Where to Invest? The Influence of Local Communities on Capital Allocation in the Emerging Industry of Impact Investing
The Structure of Culture: Cross-Cultural Investigation of Shared Beliefs
The Effects of Parenting Styles on Academic Performance: Self-Regulation, Persistence, and Mindset as Mediators
Other_17
Erasing Violence: Political Contests over the Recognition of the Great Ukrainian Famine of 1932-1933
The Rise of the Money Market: The U.S. State, New York City Banks and the Commodification of Money, 1945–1980
Three Essays on Racial/Ethnic Inequality in Low Birth Weight
How Buildings Become Problems
Three Essays on Diversity Dynamics in Science and Culture
Other_18
Nonstandard Employment and Unequal Life Chances: Insights from Diverse Contexts
Energy, Minds, and Muscle: The Frame of Social Cohesion in Bodybuilding
The Health Consequences of Black Subordination and White Domination: A Relational and Located Approach to Studying the Health of U Older Adults Born 1938-1948
Here, There, and Nowhere Belonging: Contested Nationality of Korean Residents of Japan
Enabling Ambiguity: How Impact Investors Balance Social and Financial Returns in Practice
Other_19
White Identity and American Indian and Alaska Native Culture in the Pacific Northwest
Informing Prevention Practices: A Case Study Exploration of a University’s Sexual Violence Prevention Programming
Stress Over the Life Course: A Qualitative Analysis of Graduate Students’ Stress and Commitment During the Graduate Career
The Rise of the Money Market: The U.S. State, New York City Banks and the Commodification of Money, 1945–1980
Brokers of Order: How Money Moves in Wartime Syria
Other_20
(Re)-construction of Womanhood in Lesotho: Narratives of ‘Unmarried’ Basotho Women (Methepa).
The Green Rush: Field Transformation, Institutional Change, and Social Control in the United States Cannabis Industry
Strategizing for Social Good: How Consulting Shapes the Nonprofit Sector
Social Stratification in the Mortgage Market Post the Great Recession
Liquid <em>Guanxi</em>: Chinese Social Networks in an Age of Digitalization

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Author Characteristics